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Jev is HERE. How to use it

18 de setembro de 2026 · 28 min

Notas do episódio

In this episode, I talk with Ryan Vogel about Jev, a new type of AI built for classification. Ryan shows how Jev takes an input plus an output schema and returns a probability for each choice in about 200 milliseconds. He demos Jev sorting 1,700 emails for 18 cents total, then covers lead scoring, support routing, video clipping, and browser control. I push him on the startup angle: find a business with an expensive queue of incoming information and put Jev at the front of it. You leave with a clear mental model, real use cases, and a simple way to try it today.

Links Mentioned:

Jev/Typeface AI: https://typesafe.ai

AI Gateway: https://vercel.com/ai-gateway

Timestamps

00:00 – Intro

02:27 – What Jev Is and Why It Matters

04:32 – Email Triage Demo

07:19 – Jev as an AI Decision Maker

15:46 – How to Use Jev in a Business

20:48 – Startup Idea: Local Services Matching and Instant Quotes

22:51 – Use Case 1: Bitcoin Signal Test and Limits

24:03 – Use Case 2: Auto-Clipping Long Videos

25:27 – Use Case 3: Browser Control: Flight Pick in 7.1 Seconds

26:18 – How to Get Access

27:25 – Closing Thoughts

Key Points

  • Jev is a classifier: an input and an output schema go in, and a probability for each choice comes out.
  • Ryan's demo scores 1,700 emails for 18 cents total.
  • Each Jev query takes about 200 milliseconds, whatever the input and output structure.
  • Use Jev at any point where a business makes fast, repeatable decisions on incoming data.
  • Keep Jev in an advisory role, and save frontier models for high-intelligence tasks like trading.
  • Instant access runs through the Vercel Gateway, and a waitlist covers direct access.

The #1 tool to find startup ideas/trends - https://www.ideabrowser.com

LCA helps Fortune 500s and fast-growing startups build their future - from Warner Music to Fortnite to Dropbox. We turn 'what if' into reality with AI, apps, and next-gen products https://latecheckout.agency/

FIND ME ON SOCIAL

X/Twitter: https://twitter.com/gregisenberg

Instagram: https://instagram.com/gregisenberg/

LinkedIn: https://www.linkedin.com/in/gisenberg/

FIND RYAN ON SOCIAL

X: https://x.com/ryanvogel

Youtube: https://www.youtube.com/@vogeldev/videos

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